

AI Turns Competence into a Commodity: Evidence from 2.26 Million Freelance Contracts
AI narrows skill gaps by helping weak performers the most. Employers are reacting: hiring in AI-exposed job categories now weights human capital 7.8% less and price 1.1% more than before ChatGPT and the demand premium for highly skilled workers is shrinking. Competence has become commodity, so sell judgment. Agentic AI will reverse the equalization and widen skill gaps again.
Jakob Nielsen
Jul 2229 min read


UX Roundup: Local-Language AI Use | AI & Jobs | Great AI Films | Hypertext Hero Ted Nelson | User Errors | AI Helps Rainforests | Annotation UI | Token Spend
AI use becoming more localized, according to Gemini data from Southeast Asia | Heavy AI use in a company increases hiring, not layoffs | Winners of the AI Film Festival awards | The inventor of hypertext, Ted Nelson | Helping users recover from errors | AI drones help replant the rainforests | Annotations seem a simple feature, but are often designed wrong | Token use is going through the roof with agentic AI
Jakob Nielsen
Jul 2021 min read


UX Roundup: Usability of AI “Skills” | UXR Job Listings | AI Comics Help Learning | Quick View | The AI Economy | Social Learning | Automated Ads
How AI “skills” are reused and other usability issues with skills | User research job listings for junior staff dry up, and senior staff need AI experience to be hired | Data comics generated with AI increase student learning | Quick view as a shortcut for seeing product info | The AI economy has $175 billion in revenue | AI use spreads from peers | Automatically creating advertisements based on a website
Jakob Nielsen
Jul 1726 min read


Forward Deployed Designers: From FDE to FDD
Forward Deployed Engineers (FDE) can build powerful AI systems, but enterprise transformation requires more than technical deployment. Organizations need Forward Deployed Designers (FDD) who can map business outcomes, redesign decision rights, and convert AI capability into operational change.
Jakob Nielsen
May 2822 min read


Design Changing from Artifact-Production to Intent-Shaping
AI is not merely making designers faster at producing screens, prototypes, and research summaries. It is changing the object of design itself. The UX profession’s most valuable contribution stops being UI production and becomes the design of intent itself: defining what good means, encoding judgment into live systems, setting boundaries for agentic behavior, maintaining coherence across many parallel outputs, and preserving human purpose when software starts to act.
Jakob Nielsen
May 2115 min read


AI Use in the Real World: AI’s Design Problem Is Organizational, Not Technological
AI is saving time at scale, reshaping enterprise behavior, and exposing a new design problem: products must be built for uneven capabilities, uneven adoption, and an uneasy public. While macroeconomic data shows immense productivity gains and US enterprise dominance, micro-level metrics reveal usability flaws, job losses among juniors, and severe algorithmic trust issues.
Jakob Nielsen
Apr 1620 min read
